Best Prodigy Alternatives in 2026
The top Prodigy alternatives are Argilla, Potato and CVAT: 15 data labeling software our editors would look at instead of Prodigy, in our ranking order.
Prodigy: A flexible active-learning workspace for ML teams, with paid licensing and local deployment. Where it falls short: no free plan.
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Best forOpen-source teams labeling text and multimodal data
A free, open-source option for teams labeling text and multimodal AI data.
- Text annotation
- API or SDK access
- Review workflow
9.0/10★★★★☆Visit Argilla -
Best forTeams needing broad, self-hosted multimodal labeling
A broad self-hosted labeling platform for multimodal datasets and model-assisted workflows.
- Text annotation
- API or SDK access
- Review workflow
8.2/10★★★★☆Visit Potato -
Best forComputer-vision teams needing flexible annotation
CVAT combines broad annotation tools, AI assistance, collaboration, and open-source deployment.
7.9/10★★★★☆Visit CVAT -
Best forEnterprise teams labeling diverse data types
A broad labeling platform with ML assistance, review workflows, and enterprise deployment options.
- Text annotation
- API or SDK access
- Review workflow
7.9/10★★★★☆Visit Datasaur -
Best forAffordable computer-vision and 3D labeling
A broad annotation platform with 2D, 3D, multimodal, QA, and API workflows.
7.5/10★★★★☆Visit BasicAI -
Best forEnterprise multimodal data operations
A broad, enterprise-oriented workspace for multimodal labeling and AI data operations.
7.1/10★★★★☆Visit Dataloop -
Best forFlexible open-source labeling with custom interfaces
A flexible labeling platform for teams that need custom workflows and open-source control.
6.7/10★★★☆☆Visit Label Studio -
Best forComputer-vision teams needing training and deployment
A broad computer-vision workspace spanning annotation, model training, and deployment.
6.6/10★★★☆☆Visit Roboflow -
Best forStructured enterprise annotation with review workflows
A strong fit for enterprise teams managing varied data and multi-step review.
6.4/10★★★☆☆Visit Kili -
Best forQuality-focused enterprise multimodal annotation
A quality-focused platform for multimodal annotation, curation, and model evaluation.
6.3/10★★★☆☆Visit Encord -
Best forFree self-hosted text and image annotation
A broad, self-hosted annotation platform for text, images, and speech-to-text projects.
- Text annotation
- API or SDK access
- Review workflow
6.3/10★★★☆☆Visit Doccano -
Best forOffline desktop image annotation
A capable offline image annotator for private computer-vision workflows.
- Review workflow
- Image annotation
- Audio/video annotation
6.1/10★★★☆☆Visit Labelme -
Best forOpen-source dataset curation and vision labeling
A broad open-source workspace for curating, labeling, reviewing, and exporting vision data.
- API or SDK access
- Review workflow
- Image annotation
6.0/10★★★☆☆Visit LightlyStudio -
Best forVision teams needing training and deployment tools
A broad vision labeling platform with AI assistance, QA, training, and deployment tools.
6.0/10★★★☆☆Visit Supervisely -
Best forEnterprise vision teams with complex review needs
A broad annotation platform for complex computer-vision and medical-imaging workflows.
5.9/10★★★☆☆Visit V7 Darwin
Prodigy Alternatives: Common Questions
What is the best alternative to Prodigy?
Argilla: #1 in our Data Labeling Software ranking, with an editor score of 9.0 out of 10. A free, open-source option for teams labeling text and multimodal AI data.
Is there a free alternative to Prodigy?
Yes. Argilla, Potato, CVAT, Datasaur and BasicAI have a free plan or a free tier (12 of the 15 alternatives on this page).
Prodigy vs Each Alternative
| # | Tool | Free plan | Paid from | Image annotation | Text annotation | Model-assisted labeling | Deployment | Score |
|---|---|---|---|---|---|---|---|---|
| 9 | Prodigy | No | — | Yes | Yes | Yes | Both | 6.5 |
| 1 | Argilla | Yes | None | Yes | Yes | Yes | Both | 9.0 |
| 2 | Potato | Yes | None | Yes | Yes | Yes | Self-hosted | 8.2 |
| 3 | CVAT | Yes | — | — | — | Yes | — | 7.9 |
| 4 | Datasaur | Yes | — | Yes | Yes | Yes | Both | 7.9 |
| 5 | BasicAI | Yes | — | — | — | Yes | — | 7.5 |
| 6 | Dataloop | — | — | — | — | Yes | — | 7.1 |
| 7 | Label Studio | Yes | — | — | — | Yes | — | 6.7 |
| 8 | Roboflow | Yes | $79/mo | — | — | Yes | — | 6.6 |
| 10 | Kili Technology | No | — | — | — | Yes | — | 6.4 |
| 11 | Encord | No | — | — | — | Yes | — | 6.3 |
| 12 | Doccano | — | None | Yes | Yes | Yes | Both | 6.3 |
| 13 | Labelme | Yes | — | Yes | No | Yes | Self-hosted | 6.1 |
| 14 | LightlyStudio | Yes | None | Yes | — | Yes | Both | 6.0 |
| 15 | Supervisely | Yes | — | — | — | Yes | — | 6.0 |
| 16 | V7 Darwin | Yes | — | — | — | Yes | — | 5.9 |
Reviewed by iTechGuides Editors · Editorial team · Updated Sep 2026
Last updated · How we research and update